compas_experiments_recid_score.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import csv\n",
    "from hypothesis_test import *\n",
    "from graph_distributions import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Data preprocessing\n",
    "file = open(r\"Datasets/compas-scores.csv\", mode='r', encoding='utf-8-sig')\n",
    "csvreader = csv.reader(file)\n",
    "rowlist = [row for row in csvreader]\n",
    "for category in rowlist[0]:\n",
    "    index = rowlist[0].index(category)\n",
    "    exec(category + \" = [row[index] for row in rowlist[1:]]\")\n",
    "file.close()\n",
    "\n",
    "compas_ids = [int(id[x]) for x in range(len(id))]\n",
    "recid_races = [race[x-1] for x in compas_ids]\n",
    "recid_scores = [score_text[x-1] for x in compas_ids]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Null hypothesis (proposed distribution): [0.10694137846455727, 0.2229580573951435, 0.6701005641402993]\n",
      "\n",
      "Proposed distribution rejected at alpha = 0.05. Kardis = 8.9847338529443e-392.\n",
      "Any plausible distribution must boost probability over the given distribution by 5.56499511486531e+389, and will therefore have a minimum probability of 2.26927115142469e-10.\n",
      "Closest plausible distribution: [0.25424318263023543, 0.2883369186612183, 0.4574198987085463]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1200 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Setup and Experiments\n",
    "recid_races_and_scores = list(filter(lambda x: not x[1] == 'N/A', list(zip(recid_races,recid_scores))))\n",
    "white_count = len(list(filter(lambda x: x[0] == 'Caucasian', recid_races_and_scores)))\n",
    "white_props = [recid_races_and_scores.count(('Caucasian','High'))/white_count, \\\n",
    "                recid_races_and_scores.count(('Caucasian', 'Medium'))/white_count, \\\n",
    "                recid_races_and_scores.count(('Caucasian', 'Low'))/white_count]\n",
    "AA_scores = list(filter(lambda x: x[0] == 'African-American', recid_races_and_scores))\n",
    "\n",
    "# Could Caucasian distribution explain AA scores?\n",
    "print(\"Null hypothesis (proposed distribution): \" + str(white_props) + \"\\n\")\n",
    "q_white_props = hypothesis_test(AA_scores,\\\n",
    "                [('African-American','High'),('African-American','Medium'),('African-American','Low')],\\\n",
    "                alpha = 0.05, hypothesis = white_props)[4]\n",
    "graph_distributions(q_white_props,\n",
    "                    [('African-American','High'),('African-American','Medium'),('African-American','Low')],\n",
    "                    hypothesis=white_props, xl = [('High'),('Medium'),('Low')],\n",
    "                    filename=r\"Results/compas_AA_recid_white_dist.pdf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Null hypothesis (proposed distribution): [0.25424318263023543, 0.2883369186612183, 0.4574198987085463]\n",
      "\n",
      "Proposed distribution rejected at alpha = 0.05. Kardis = 9.1906939791216e-184.\n",
      "Any plausible distribution must boost probability over the given distribution by 5.44028558818131e+181, and will therefore have a minimum probability of 4.86541533540024e-10.\n",
      "Closest plausible distribution: [0.12828968527241094, 0.23699943459786993, 0.6347108801297191]\n"
     ]
    }
   ],
   "source": [
    "# Could closest plausible distribution for AA scores explain Caucasian scores?\n",
    "C_scores = list(filter(lambda x: x[0] == 'Caucasian', recid_races_and_scores))\n",
    "print(\"Null hypothesis (proposed distribution): \" + str(q_white_props) + \"\\n\")\n",
    "q_true_white_props = hypothesis_test(C_scores,\\\n",
    "                [('Caucasian','High'),('Caucasian','Medium'),('Caucasian','Low')],\\\n",
    "                alpha = 0.05, hypothesis = q_white_props)[4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Null hypothesis (proposed distribution): [0.12828968527241094, 0.23699943459786993, 0.6347108801297191]\n",
      "\n",
      "Proposed distribution rejected at alpha = 0.05. Kardis = 1.19222052414616e-276.\n",
      "Any plausible distribution must boost probability over the given distribution by 4.19385499472161e+274, and will therefore have a minimum probability of 2.15293125261895e-10.\n",
      "Closest plausible distribution: [0.25427494411244195, 0.28816912344115186, 0.4575559324464062]\n"
     ]
    }
   ],
   "source": [
    "# Could closest plausible distribution for Caucasian scores explain AA scores?\n",
    "AA_scores = list(filter(lambda x: x[0] == 'African-American', recid_races_and_scores))\n",
    "print(\"Null hypothesis (proposed distribution): \" + str(q_true_white_props) + \"\\n\")\n",
    "q_new_AA_props = hypothesis_test(AA_scores,\\\n",
    "                [('African-American','High'),('African-American','Medium'),('African-American','Low')],\\\n",
    "                alpha = 0.05, hypothesis = q_true_white_props)[4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Null hypothesis (proposed distribution): [0.3333333333333333, 0.3333333333333333, 0.3333333333333333]\n",
      "\n",
      "Proposed distribution rejected at alpha = 0.05. Kardis = 2.46946674239097e-44.\n",
      "Any plausible distribution must boost probability over the given distribution by 2.02472862426928e+42, and will therefore have a minimum probability of 1.77230216511742e-10.\n",
      "Closest plausible distribution: [0.2985171991971746, 0.308035947252341, 0.3934468535504843]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1200 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Could uniform distribution explain AA scores?\n",
    "print(\"Null hypothesis (proposed distribution): \" + str(3*[1/3]) + \"\\n\")\n",
    "\n",
    "q_uni = hypothesis_test(AA_scores,\\\n",
    "                [('African-American','High'),('African-American','Medium'),('African-American','Low')])[4]\n",
    "\n",
    "graph_distributions(q_uni,\n",
    "                    [('African-American','High'),('African-American','Medium'),('African-American','Low')],\n",
    "                    hypothesis=3*[1/3], xl = [('High'),('Medium'),('Low')],\n",
    "                    filename=r\"Results/compas_AA_recid_uniform_dist.pdf\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}